597 citations · 4.3k across the 121 of their papers we have counts for
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STT-SNN: A Spin-Transfer-Torque Based Soft-Limiting Non-Linear Neuron for Low-Power Artificial Neural Networks
Deliang Fan, Yong Shim, Anand Raghunathan +1
Recent years have witnessed growing interest in the use of Artificial Neural Networks (ANNs) for vision, classification, and inference problems. An artificial neuron sums N weighte…
Spin-Orbit Torque Induced Spike-Timing Dependent Plasticity
Abhronil Sengupta, Zubair Al Azim, Xuanyao Fong +1
Nanoelectronic devices that mimic the functionality of synapses are a crucial requirement for performing cortical simulations of the brain. In this work we propose a ferromagnet-he…
Spin Orbit Torque Based Electronic Neuron
Abhronil Sengupta, Sri Harsha Choday, Yusung Kim +1
A device based on current-induced spin-orbit torque (SOT) that functions as an electronic neuron is proposed in this work. The SOT device implements an artificial neuron's threshol…
Hierarchical Temporal Memory Based on Spin-Neurons and Resistive Memory for Energy-Efficient Brain-Inspired Computing
Deliang Fan, Mrigank Sharad, Abhronil Sengupta +1
Hierarchical temporal memory (HTM) tries to mimic the computing in cerebral-neocortex. It identifies spatial and temporal patterns in the input for making inferences. This may requ…
Design and Synthesis of Ultra Low Energy Spin-Memristor Threshold Logic
Deliang Fan, Mrigank Sharad, Kaushik Roy
A threshold logic gate (TLG) performs weighted sum of multiple inputs and compares the sum with a threshold. We propose Spin-Memeristor Threshold Logic (SMTL) gates, which employ m…